Literature DB >> 24260066

Choi criteria are superior in evaluating tumor response in patients treated with transarterial radioembolization for hepatocellular carcinoma.

Zhihong Weng1, Judith Ertle, Shaoping Zheng, Thomas Lauenstein, Stefan Mueller, Andreas Bockisch, Guido Gerken, Dongliang Yang, Joerg F Schlaak.   

Abstract

In this study, Response Evaluation Criteria in Solid Tumors (RECIST), modified RECIST (mRECIST), Choi and modified Choi criteria were compared to determine which method is optimal for response evaluation in hepatocellular carcinoma (HCC) patients treated with transarterial radioembolization (TARE) with yttrium-90 microspheres. Responses were evaluated by RECIST, mRECIST, Choi and modified Choi criteria in 113 patients with HCC undergoing TARE. Results were compared at 12 weeks after therapy. Kaplan-Meier survival analyses and Cox regression were used to assess differences in time to progression (TTP) and overall survival (OS) between the responders and non-responders defined by each method. The results demonstrated that the responders and non-responders defined by mRECIST and Choi criteria successfully identified patients with a long TTP (400 and 280 days) or short TTP (188 and 166 days) (P=0.004 and 0.002, respectively). Neither RECIST nor modified Choi criteria discriminated between patients who had a short or long clinical benefit. Cox regression analysis revealed that Choi response was a prognostic factor of OS (P=0.004) and was associated with a 53% risk reduction. There was no significant association between survival and RECIST, mRECIST and modified Choi responses. In conclusion, tumor response according to Choi criteria may be helpful to define early HCC patients who benefit from TARE. RECIST, mRECIST and modified Choi appeared inferior.

Entities:  

Keywords:  Choi criteria; RECIST; hepatocellular carcinoma; mRECIST; transarterial radioembolization; tumor response

Year:  2013        PMID: 24260066      PMCID: PMC3834326          DOI: 10.3892/ol.2013.1612

Source DB:  PubMed          Journal:  Oncol Lett        ISSN: 1792-1074            Impact factor:   2.967


Introduction

Hepatocellular carcinoma (HCC) is the most common primary malignancy of the liver. The prognosis of patients with HCC is generally poor, as in the majority of cases, HCC is diagnosed at an intermediate or advanced stage (1), and curative treatments (resection, transplantation and radiofrequency) are only suitable for early stage HCC patients (2). Transarterial radioembolization (TARE) with yttrium-90 microspheres is an emerging tool for the treatment of primary and metastatic HCC (3). It produces average disease control rates >80% and is usually extremely well-tolerated (4). Tumor response has been considered to be pivotal for surrogate assessment of therapy efficacy. Response Evaluation Criteria in Solid Tumors (RECIST) has been the standard method for evaluation of solid tumors since its introduction in 2000 (5). A RECIST-defined response depends on the change in size of target lesions, determined by non-invasive imaging assessment, while a revised guideline known as the modified RECIST criteria (mRECIST) takes into consideration changes in the degree of tumor arterial enhancement (6). TARE may lead to disease stabilization without actual shrinkage of tumor size, but with a decrease in hypervascularity and the presentation of necrosis. Therefore, evaluation based on tumor size alone, as RECIST or mRECIST, may no longer be adequate for modern tumor therapy follow-up. Choi et al have developed new criteria for gastrointestinal stromal tumors (GIST), which assess a change in size or a change in density of target lesions. Choi criteria appear to be better predictors of clinical response to imatinib than RECIST (7). However, these criteria have not been extensively evaluated in HCC patients treated with TARE. In this study, we compared tumor responses according to RECIST, mRECIST, Choi and modified Choi criteria in HCC patients treated with TARE, and investigated their association with time to progression (TTP) and overall survival (OS).

Patients and methods

Patients

The records of patients who were treated with yttrium-90 TARE for intermediate or advanced HCC at the University Hospital of Essen (Essen, Germany) from June, 2008 until December, 2012 were reviewed. A total of 149 patients were identified, of which 36 were excluded due to either incomplete imaging or a follow-up period of <12 weeks. All data were analyzed retrospectively in an anonymous fashion according to the principles expressed in the Declaration of Helsinki. This study was approved by the institutional review boards of the University Hospital of Essen (Essen, Germany).

Treatment

The microspheres used were glass-based (TheraSphere, Ottawa, ON, Canada) and were composed of 20–25 μm particles. Pretreatment mesenteric angiography and technetium-99m macroaggregated albumin scans were performed to assess gastrointestinal flow and lung shunting (8). For evaluation of TARE efficacy, 12 weeks after the initial treatment a physical examination, abdominal computed tomography (CT) scan and blood tests were performed. Thereafter, assessment was performed every 12 weeks.

Radiological assessment of response

Assessment was performed by contrast-enhanced spiral CT. Treatment responses were evaluated by RECIST, mRECIST, Choi and modified Choi criteria, in which a response is based on both a minimum of a 10% reduction in size and a 15% reduction in density (9,10). The four imaging criteria are shown in Table I. All criteria encompassed the following four response categories: Complete response (CR), partial response (PR), stable disease (SD) and progressive disease (PD). The CT attenuation of each tumor was measured in Hounsfield units (HUs) on the portal venous phase. The HU density value was obtained by delineating a region of interest (ROI) around the boundary of the entire tumor at baseline and 12 weeks after TARE. The HUs of all lesions were combined and a mean for each patient was calculated as described previously (7).
Table I

Definition of target radiological responses.

ResponseRECIST 1.1mRECISTChoi criteriaModified Choi criteria
CRDisappearance of all target lesionsDisappearance of any intratumoral arterial enhancement in all target lesionsDisappearance of all target lesionsDisappearance of all target lesions
PRAt least a 30% decrease in the sum of the greatest unidimensional diameters of target lesionsAt least a 30% decrease in the sum of unidimensional diameters of viable target lesionsDecrease in tumor size ≥10% or decrease in tumor density ≥15% on CTDecrease in tumor size ≥10% and decrease in tumor density ≥15% on CT
SDAny cases that do not qualify for either partial response or progressive diseaseAny cases that do not qualify for either partial response or progressive diseaseDoes not meet the criteria for CR, PR or PDDoes not meet the criteria for CR, PR or PD
PDAn increase of at least 20% in the sum of the diameters of target lesionsAn increase of at least 20% in the sum of the diameters of viable target lesionsIncrease in tumor size ≥10% and does not meet PR criteria by tumor densityIncrease in tumor size ≥10% and does not meet PR criteria by tumor density

CR, complete response; PR, partial response; SD, stable disease; PD, progressive disease; CT, computed tomography.

For calculation of the TTP, radiological progression defined by these four methods was used. TTP was defined as the number of days from the start of therapy to the day in which progression was confirmed. Mortality during follow-up without evidence of radiological progression was censored. Survival time was evaluated as the time between initial treatment and mortality or loss to follow-up (11). For TTP and OS analyses, data collection was terminated on December 31, 2012.

Statistical analysis

Statistical analysis was performed using SPSS 18.0 software (SPSS Inc., Chicago, IL, USA). For the analyses according to the four different criteria, patients were categorized into responders (CR + PR) vs. non-responders (SD + PD). Kaplan-Meier survival analyses and Cox regression were used to explore differences in TTP and OS between the responders and non-responders according to RECIST, mRECIST, Choi and modified Choi criteria. Spearman’s correlation test was performed to detect possible correlations. The Wilcoxon signed-rank test was used to compare the changes in size and attenuation at baseline and 12 weeks after TARE. P<0.05 was considered to indicate a statistically significant difference.

Results

Baseline demographics

A total of 113 HCC patients treated with TARE were enrolled in this study. Table I summarizes the baseline demographics of the cohort. The median age was 69 years (range, 19–88 years). The majority of the patients were male (80%) and the predominant etiology of liver disease in this European cohort was non-alcoholic steatohepatitis. The median model for end-stage liver disease score was 8 (range, 6–26). Approximately half the patients (48%) had radiological evidence of cirrhosis.

Response according to RECIST and mRECIST

For RECIST response, at 12 weeks post-TARE, all lesions presented a median change in tumor size of −15% (range, −100 to +31%). Twenty-five (22%) patients reached PR, 75 (66%) patients had SD and 13 (12%) patients had PD, resulting in 25 responders and 88 non-responders. For mRECIST response, the median change in tumor size was −16% (range, −100 to +119%). Thirty (27%) patients reached PR, 61 (54%) patients had SD and 22 (19%) patients had PD, hence 30 responders and 83 non-responders.

Response according to Choi and modified Choi criteria

At baseline, the median tumor size was 77 mm (range, 15–229 mm) for all lesions, with a median attenuation of 37 HUs (range, 12–80 HUs). At 12 weeks post-TARE, the median size and attenuation had decreased to 56 mm (range, 0–199 mm; P<0.05) and 29 HUs (range, 10–70 HUs; P<0.05), respectively. Overall, there was a weak correlation between the percentage change in tumor size and the percentage change in attenuation (Spearman’s ϱ=0.161, P=0.044). On evaluation with Choi criteria at 12 weeks post-TARE, 88 (78%) patients reached PR, 20 (18%) had SD and 5 (4%) had PD, resulting in 88 responders and 25 non-responders. According to modified Choi criteria, 40 (35%) patients reached PR, 68 (60%) had SD, and 5 (4%) had PD, hence 40 responders and 73 non-responders.

Association with TTP and OS

As shown in Fig. 1, for all 113 patients, the median OS was 431 days [95% confidence interval (CI), 321–541 days], and the 1- and 2-year survival rates were 52.8 and 28.7%, respectively.
Figure 1

OS in the whole series. Kaplan-Meier curves were generated to show the OS of all HCC patients following TARE. OS, overall survival; HCC, hepatocellular carcinoma; TARE, transarterial radioembolization.

Kaplan-Meier methods were used to calculate the median TTP and OS for the responders and non-responders defined by each of the four criteria (Fig. 2, Table III). The results demonstrated that patients who had a response according to Choi criteria had a significantly longer TTP and OS compared with those who were non-responders (median, 280 vs. 166 days and 442 vs. 247 days; P=0.002 and 0.003, respectively; Fig. 2, Table III). The responder and non-responder groups defined by mRECIST also demonstrated a significant difference in median TTP (P=0.004; Fig. 2, Table III). Neither RECIST- nor modified Choi criteria-defined responders exhibited a significant improvement in TTP and OS compared with the non-responders (Fig. 2, Table III).
Figure 2

Kaplan-Meier curves were generated to compare TTP and OS between responders and non-responders according to four radiological assessment methods. HCC patients undergoing TARE had radiological responses, as evaluated by four criteria: (A and E) RECIST, (B and F) mRECIST, (C and G) Choi and (D and H) modified Choi, performed 12 weeks post-TARE. TTP and OS were compared between responders and non-responders, according to the different criteria. TTP, time to progression; OS, overall survival; HCC, hepatocellular carcinoma; TARE, transarterial radioembolization; RECIST, Response Evaluation Criteria in Solid Tumors; mRECIST, modified Response Evaluation Criteria in Solid Tumors.

Table III

Responses according to RECIST, mRECIST, Choi and modified Choi criteria and association with TTP and OS.

TTPaOSa


Response criteriaRespondersNon-respondersP-valueRespondersNon-respondersP-value
RECIST330 (207–453)203 (146–260)0.270400 (259–541)431 (241–621)0.965
mRECIST400 (273–527)188 (164–212)0.004621 (278–964)332 (192–472)0.077
Choi280 (191–369)166 (129–203)0.002442 (250–634)247 (123–371)0.003
Modified Choi294 (179–409)197 (148–246)0.072449 (271–627)311 (231–391)0.069

Median number of days with 95% CIs.

RECIST, Response Evaluation Criteria in Solid Tumors; mRECIST, modified Response Evaluation Criteria in Solid Tumors; TTP, time to progression; OS, overall survival.

Cox regression based on either RECIST, mRECIST, Choi or modified Choi criteria as covariates was generated to compare TTP and OS between responders and non-responders, according to the four response criteria (Table IV). When mRECIST criteria was used, hazard ratios (HRs) for TTP and OS in responders compared with non-responders were 0.42 (95% CI, 0.24–0.74) and 0.61 (95% CI, 0.35–1.06), respectively (P=0.003 and 0.080, respectively; Table IV). According to the Choi criteria, the differences in HRs for TTP and OS between responders and non-responders were significant [0.46 (95 CI, 0.28–0.77) and 0.47 (95% CI, 0.28–0.78); P=0.003 and 0.004, respectively; Table IV]. Choi responders had a 53% risk reduction for OS compared with that of non-responders.
Table IV

Cox regression was generated to compare TTP and OS between responders and non-responders according to the four response criteria.

TTPOS


Response criterianHR (95% CI)P-valueHR (95% CI)P-value
RECIST
 Responders250.74 (0.43–1.27)0.2740.99 (0.58–1.70)0.965
 Non-responders881.01.0
mRECIST
 Responders290.42 (0.24–0.74)0.0030.61 (0.35–1.06)0.080
 Non-responders841.01.0
Choi
 Responders880.46 (0.28–0.77)0.0030.47 (0.28–0.78)0.004
 Non-responders251.01.0
Modified Choi
 Responders400.64 (0.40–1.05)0.0750.64 (0.39–1.04)0.072
 Non-responders731.01.0

RECIST, Response Evaluation Criteria in Solid Tumors; mRECIST, modified Response Evaluation Criteria in Solid Tumors; TTP, time to progression; OS, overall survival; HR, hazard ratio; CI, confidence interval.

Discussion

HCC is usually a hypervascular tumor (12) and CT scanning has improved our ability to detect HCC by allowing acquisition of hepatic arterial and portal venous dominant sets of images (13). TARE with yttrium-90 microspheres is an established local-ablative therapy for primary and metastatic liver cancer, and it has shown promising efficiency (3,4). Imaging-defined response assessment based solely on change in tumor size may be appropriate for treatments that result in significant tumor shrinkage; however, TARE may cause tissue necrosis with no immediate change in tumor size. Hence the mRECIST, Choi and modified Choi criteria, which measure hypervascular tumors, have been proposed as alternatives to RECIST. The Choi criteria define a partial response by either a 10% reduction in size or a 15% reduction in density during the portal venous phase of contrast. It has been suggested that the Choi criteria may be appropriate for tumor response assessment in GIST cancer (7). However, these four methods have not been directly compared, nor has their association with survival, when measured at a single time-point in a series of patients treated with TARE alone. In this retrospective study, we focused on the use of TARE for HCC patients and compared the RECIST, mRECIST, Choi and modified Choi criteria. The OS and TTP are the major endpoints for clinical trials in HCC (11). We evaluated the ability of each criteria-defined response to correlate with TTP and OS in HCC patients treated with TARE. Our results demonstrated that for CT assessments, at the 12-week follow-up of 113 HCC patients, neither RECIST- nor modified Choi criteria-defined responses correlated with TTP. However mRECIST and Choi criteria successfully identified that responders had an extended TTP, while non-responders had a significantly shorter TTP. Furthermore, the OS between the responders and non-responders according to RECIST, mRECIST and modified Choi criteria were not significantly different at the 12-week follow-up. Patients who had a response according to Choi criteria had a significantly longer OS compared with the non-responders. We also investigated which response assessment has an association with overall survival. Previous studies have shown that World Health Organization, RECIST and European Society for the Study of the Liver responses are associated with improved survival (14,15). Our findings clearly revealed that overall response according to Choi criteria was a prognostic factor of survival and associated with a 53% reduction in risk of mortality. There was no significant association between overal survival and RECIST, mRECIST and modified Choi responses in this study. Choi criteria had a significantly better predictive value compared with the other criteria for TTP and OS in HCC patients treated with TARE at 12-weeks follow-up and may be valuable for making early decisions on whether current interventions should be continued or altered. However, there are several limitations in the use of the Choi criteria for evaluation of TARE-induced responses in HCC. Firstly, the best method to evaluate tumor density using ROI analysis remains a topic of debate (16). Secondly, measurements of relatively hypodense lesions at baseline may be less reliable, since a 15% decrease in HUs of these lesions is less accurate than those in lesions with higher pretreatment HUs. Therefore, the use of absolute changes may be more appropriate than the percentage change in HUs (17). Thirdly, compared with RECIST, Choi criteria are not able to identify patients with PD early, possibly due to the ≥10% increase in tumor size compared with the ≥20% increase used by RECIST. In conclusion, tumor response assessment according to Choi criteria at the 12-week follow-up in HCC patients treated with TARE distinguishes prognostic groups better than RECIST, mRECIST and modified Choi criteria. This may allow early discrimination of patients benefiting from further treatment and those who will not, particularly patients with stable tumor size. This small sample study requires validation by further, larger prospective treatment studies to demonstrate the broader applicability of the Choi criteria.
Table II

Patient baseline demographics and tumor characteristics.

VariableValue
Age, years69 [19–88]
Male90 (80)
Etiology of HCC
 HCV18 (16)
 HBV17 (15)
 HBV + HCV8 (7)
 NASH35 (31)
 Other12 (11)
 Cryptogenic23 (20)
MELD score8 [6–26]
Bilirubin, mg/dl0.7 [0.2–4.9]
INR1.05 [0.88–2.76]
Creatinine, mg/dl0.99 [0.66–8.00]
ALT, U/l44 [13–285]
AST, U/l53 [17–299]
Cirrhosis54 (48)
AFP, U/ml54.0 [0.8–55791.0]
Number of lesions
 156 (50)
 2–535 (31)
 >522 (19)
Size of the largest lesion, cm
 ≤316 (14)
 3–533 (29)
 5–1045 (40)
 >1019 (17)

Data are presented as N (%) or median [interquartile range]. HBV, hepatitis B virus; HCV, hepatitis C virus; NASH, non-alcoholic steatohepatitis; MELD, model for end-stage liver disease; INR, international normalized ratio; ALT, alanine transaminase; AST, aspartate transaminase; AFP, α-fetoprotein.

  17 in total

1.  New guidelines to evaluate the response to treatment in solid tumors. European Organization for Research and Treatment of Cancer, National Cancer Institute of the United States, National Cancer Institute of Canada.

Authors:  P Therasse; S G Arbuck; E A Eisenhauer; J Wanders; R S Kaplan; L Rubinstein; J Verweij; M Van Glabbeke; A T van Oosterom; M C Christian; S G Gwyther
Journal:  J Natl Cancer Inst       Date:  2000-02-02       Impact factor: 13.506

2.  Hepatocellular carcinoma: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up.

Authors:  S Jelic; G C Sotiropoulos
Journal:  Ann Oncol       Date:  2010-05       Impact factor: 32.976

Review 3.  Radioembolization for hepatocellular carcinoma.

Authors:  Bruno Sangro; Mercedes Iñarrairaegui; Jose I Bilbao
Journal:  J Hepatol       Date:  2011-08-02       Impact factor: 25.083

4.  Assessing tumor response and detecting recurrence in metastatic renal cell carcinoma on targeted therapy: importance of size and attenuation on contrast-enhanced CT.

Authors:  Andrew Dennis Smith; Michael L Lieber; Shetal N Shah
Journal:  AJR Am J Roentgenol       Date:  2010-01       Impact factor: 3.959

5.  Imaging response in the primary index lesion and clinical outcomes following transarterial locoregional therapy for hepatocellular carcinoma.

Authors:  Ahsun Riaz; Frank H Miller; Laura M Kulik; Paul Nikolaidis; Vahid Yaghmai; Robert J Lewandowski; Mary F Mulcahy; Robert K Ryu; Kent T Sato; Ramona Gupta; Ed Wang; Talia Baker; Michael Abecassis; Al B Benson; Albert A Nemcek; Reed Omary; Riad Salem
Journal:  JAMA       Date:  2010-03-17       Impact factor: 56.272

Review 6.  Modified RECIST (mRECIST) assessment for hepatocellular carcinoma.

Authors:  Riccardo Lencioni; Josep M Llovet
Journal:  Semin Liver Dis       Date:  2010-02-19       Impact factor: 6.115

7.  Comparison between conventional and spiral CT in patients with hypervascular hepatocellular carcinoma.

Authors:  M Fujita; C Kuroda; T Kumatani; H Yoshioka; K Kuriyama; E Inoue; H Kasugai; Y Sasaki
Journal:  Eur J Radiol       Date:  1994-05       Impact factor: 3.528

8.  SPECT/CT with 99mTc-MAA in radioembolization with 90Y microspheres in patients with hepatocellular cancer.

Authors:  Monia E Hamami; Thorsten D Poeppel; Stephan Müller; Till Heusner; Andreas Bockisch; Philipp Hilgard; Gerald Antoch
Journal:  J Nucl Med       Date:  2009-04-16       Impact factor: 10.057

9.  Quantitative assessment of colorectal cancer tumor vascular parameters by using perfusion CT: influence of tumor region of interest.

Authors:  Vicky Goh; Steve Halligan; Anita Gharpuray; David Wellsted; Josefin Sundin; Clive I Bartram
Journal:  Radiology       Date:  2008-04-10       Impact factor: 11.105

10.  Management of hepatocellular carcinoma: an update.

Authors:  Jordi Bruix; Morris Sherman
Journal:  Hepatology       Date:  2011-03       Impact factor: 17.425

View more
  15 in total

Review 1.  Yttrium-90 microsphere radioembolization for hepatocellular carcinoma.

Authors:  Julien Edeline; Marine Gilabert; Etienne Garin; Eveline Boucher; Jean-Luc Raoul
Journal:  Liver Cancer       Date:  2015-03       Impact factor: 11.740

Review 2.  Design and Endpoints of Clinical Trials, Current and Future.

Authors:  Morris Sherman
Journal:  Dig Dis Sci       Date:  2019-04       Impact factor: 3.199

Review 3.  Treatment response assessment following transarterial radioembolization for hepatocellular carcinoma.

Authors:  Zersenay Alem; Timothy E Murray; Csilla Egri; John Chung; David Liu; Khaled M Elsayes; Silvia D Chang; Alison Harris
Journal:  Abdom Radiol (NY)       Date:  2021-04-28

Review 4.  Joint Consensus Statement of the Indian National Association for Study of the Liver and Indian Radiological and Imaging Association for the Diagnosis and Imaging of Hepatocellular Carcinoma Incorporating Liver Imaging Reporting and Data System.

Authors:  Sonal Krishan; Radha K Dhiman; Navin Kalra; Raju Sharma; Sanjay S Baijal; Anil Arora; Ajay Gulati; Anu Eapan; Ashish Verma; Shyam Keshava; Amar Mukund; S Deva; Ravi Chaudhary; Karthick Ganesan; Sunil Taneja; Ujjwal Gorsi; Shivanand Gamanagatti; Kumble S Madhusudan; Pankaj Puri; Shallini Govil; Manav Wadhavan; Sanjiv Saigal; Ashish Kumar; Shallini Thapar; Ajay Duseja; Neeraj Saraf; Anubhav Khandelwal; Sumit Mukhopadyay; Ajay Gulati; Nitin Shetty; Nipun Verma
Journal:  J Clin Exp Hepatol       Date:  2019-08-06

5.  Twenty Years of Radiation Therapy of Unresectable Intrahepatic Cholangiocarinoma: Internal or External? A Systematic Review and Meta-Analysis.

Authors:  Qian Yu; Chenyu Liu; Anjana Pillai; Osman Ahmed
Journal:  Liver Cancer       Date:  2021-07-19       Impact factor: 11.740

6.  LI-RADS Treatment Response Algorithm: Performance and Diagnostic Accuracy.

Authors:  Erin L Shropshire; Mohammad Chaudhry; Chad M Miller; Brian C Allen; Erol Bozdogan; Diana M Cardona; Lindsay Y King; Gemini L Janas; Richard K Do; Charles Y Kim; James Ronald; Mustafa R Bashir
Journal:  Radiology       Date:  2019-04-30       Impact factor: 29.146

7.  Radiation segmentectomy of hepatic metastases with Y-90 glass microspheres.

Authors:  I Kurilova; A Bendet; E K Fung; E N Petre; J L Humm; F E Boas; C H Crane; N Kemeny; T P Kingham; A Cercek; M I D'Angelica; R G H Beets-Tan; C T Sofocleous
Journal:  Abdom Radiol (NY)       Date:  2021-02-19

8.  Evaluation of response from axitinib per Response Evaluation Criteria in Solid Tumors versus Choi criteria in previously treated patients with metastatic renal cell carcinoma.

Authors:  Pierre I Karakiewicz; Louise Nott; Abhishek Joshi; George Kannourakis; Jamal Tarazi; Mahmood Alam
Journal:  Onco Targets Ther       Date:  2016-05-12       Impact factor: 4.147

Review 9.  Challenges of advanced hepatocellular carcinoma.

Authors:  Stefano Colagrande; Andrea L Inghilesi; Sami Aburas; Gian G Taliani; Cosimo Nardi; Fabio Marra
Journal:  World J Gastroenterol       Date:  2016-09-14       Impact factor: 5.742

10.  Early radiological assessment of locally advanced pancreatic cancer treated with electrochemotherapy.

Authors:  Vincenza Granata; Roberta Fusco; Sergio Venanzio Setola; Mauro Piccirillo; Maddalena Leongito; Raffaele Palaia; Francesco Granata; Secondo Lastoria; Francesco Izzo; Antonella Petrillo
Journal:  World J Gastroenterol       Date:  2017-07-14       Impact factor: 5.742

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.